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| Section | Weight | Objectives |
|---|
| Data Management | 25% | - Data governance and security
- 1. IAM and access control
- 2. Data lifecycle management
- Storage and data organization
- 1. Cloud Storage lifecycle policies
- 2. BigQuery datasets and tables management
|
| Data Analysis and Presentation | 27% | - Querying and analyzing data
- 1. Data aggregation and transformation
- 2. BigQuery SQL usage
- Data visualization
- 1. Looker / Looker Studio reporting
|
| Data Preparation and Ingestion | 30% | - Data ingestion into Google Cloud services
- 1. Streaming ingestion with Pub/Sub concepts
- 2. Cloud Storage ingestion patterns
|
| Data Pipeline Orchestration | 18% | - Pipeline design and automation
- 1. Dataflow pipelines
- 2. Workflow orchestration concepts (e.g., Cloud Composer)
|
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Associate Data Practitioner certkingdom actual exam dumps & ADP pdf practice
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Google Associate Data Practitioner Sample Questions (Q59-Q64):
NEW QUESTION # 59
Your company currently uses an on-premises network file system (NFS) and is migrating data to Google Cloud. You want to be able to control how much bandwidth is used by the data migration while capturing detailed reporting on the migration status. What should you do?
- A. Use a Transfer Appliance.
- B. Use Storage Transfer Service.
- C. Use gcloud storage commands.
- D. Use Cloud Storage FUSE.
Answer: B
NEW QUESTION # 60
You have a Dataproc cluster that performs batch processing on data stored in Cloud Storage. You need to schedule a daily Spark job to generate a report that will be emailed to stakeholders. You need a fully-managed solution that is easy to implement and minimizes complexity. What should you do?
- A. Use Cloud Run functions to trigger the Spark job and email the report.
- B. Use Cloud Composer to orchestrate the Spark job and email the report.
- C. Use Cloud Scheduler to trigger the Spark job. and use Cloud Run functions to email the report.
- D. Use Dataproc workflow templates to define and schedule the Spark job, and to email the report.
Answer: D
NEW QUESTION # 61
Your company wants to implement a data transformation (ETL) pipeline for their BigQuery data warehouse.
You need to identify a managed transformation solution that allows users to develop with SQL and JavaScript, has version control, allows for modular code, and has data quality checks. What should you do?
- A. Create a Cloud Composer environment, and orchestrate the transformations by using the BigQueryinsertJob operator.
- B. Create BigQuery scheduled queries to define the transformations in SQL.
- C. Use Dataproc to create an Apache Spark cluster and implement the transformations by using PySpark SQL.
- D. Use Dataform to define the transformations in SQLX.
Answer: D
NEW QUESTION # 62
Following a recent company acquisition, you inherited an on- premises data infrastructure that needs to move to Google Cloud. The acquired system has 250 Apache Airflow directed acyclic graphs (DAGs) orchestrating data pipelines. You need to migrate the pipelines to a Google Cloud managed service with minimal effort. What should you do?
- A. Create a new Cloud Composer environment and copy DAGS to the Cloud Composer dags/folder.
- B. Create a Cloud Data Fusion instance. For each DAG, create a Cloud Data Fusion pipeline.
- C. Convert each DAG to a Cloud Workflow and automate the execution with Cloud Scheduler.
- D. Create a Google Kubernetes Engine (GKE) standard cluster and deploy Airflow as a workload. Migrate all DAGs to the new Airflow environment.
Answer: A
NEW QUESTION # 63
Your organization has decided to move their on-premises Apache Spark-based workload to Google Cloud.
You want to be able to manage the code without needing to provision and manage your own cluster. What should you do?
- A. Migrate the Spark jobs to Dataproc on Google Kubernetes Engine.
- B. Migrate the Spark jobs to Dataproc on Compute Engine.
- C. Migrate the Spark jobs to Dataproc Serverless.
- D. Configure a Google Kubernetes Engine cluster with Spark operators, and deploy the Spark jobs.
Answer: C
NEW QUESTION # 64
......
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